{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "squirrel apple keyboard beetle sweet_pepper spider spider worm  spider shark pear  chimpanzee lion  pine_tree boy   sea   aquarium_fish bus   forest pear  rocket spider turtle bicycle snail elephant oak_tree seal  man   lizard plain ray  \n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9be831b9-5a94-4a9a-a580-e69b75f8cd70",
   "metadata": {},
   "outputs": [],
   "source": [
    "class NonLocalBlockND(nn.Module):\n",
    "    \"\"\"\n",
    "    调用过程\n",
    "    NONLocalBlock2D(in_channels=32),\n",
    "    super(NONLocalBlock2D, self).__init__(in_channels,\n",
    "            inter_channels=inter_channels,\n",
    "            dimension=2, sub_sample=sub_sample,\n",
    "            bn_layer=bn_layer)\n",
    "    \"\"\"\n",
    "    def __init__(self,\n",
    "                 in_channels,\n",
    "                 inter_channels=None,\n",
    "                 dimension=2,\n",
    "                 bn_layer=True):\n",
    "        super(NonLocalBlockND, self).__init__()\n",
    "\n",
    "        assert dimension in [1, 2, 3]\n",
    "\n",
    "        self.dimension = dimension\n",
    "\n",
    "        self.in_channels = in_channels\n",
    "        self.inter_channels = inter_channels\n",
    "\n",
    "        if self.inter_channels is None:\n",
    "            self.inter_channels = in_channels // 2\n",
    "            # 进行压缩得到channel个数\n",
    "            if self.inter_channels == 0:\n",
    "                self.inter_channels = 1\n",
    "\n",
    "        if dimension == 3:\n",
    "            conv_nd = nn.Conv3d\n",
    "            max_pool_layer = nn.MaxPool3d(kernel_size=(1, 2, 2))\n",
    "            bn = nn.BatchNorm3d\n",
    "        elif dimension == 2:\n",
    "            conv_nd = nn.Conv2d\n",
    "            max_pool_layer = nn.MaxPool2d(kernel_size=(2, 2))\n",
    "            bn = nn.BatchNorm2d\n",
    "        else:\n",
    "            conv_nd = nn.Conv1d\n",
    "            max_pool_layer = nn.MaxPool1d(kernel_size=(2))\n",
    "            bn = nn.BatchNorm1d\n",
    "\n",
    "        self.g = conv_nd(in_channels=self.in_channels,\n",
    "                         out_channels=self.inter_channels,\n",
    "                         kernel_size=1,\n",
    "                         stride=1,\n",
    "                         padding=0)\n",
    "\n",
    "        if bn_layer:\n",
    "            self.W = nn.Sequential(\n",
    "                conv_nd(in_channels=self.inter_channels,\n",
    "                        out_channels=self.in_channels,\n",
    "                        kernel_size=1,\n",
    "                        stride=1,\n",
    "                        padding=0), bn(self.in_channels))\n",
    "            nn.init.constant_(self.W[1].weight, 0)\n",
    "            nn.init.constant_(self.W[1].bias, 0)\n",
    "        else:\n",
    "            self.W = conv_nd(in_channels=self.inter_channels,\n",
    "                             out_channels=self.in_channels,\n",
    "                             kernel_size=1,\n",
    "                             stride=1,\n",
    "                             padding=0)\n",
    "            nn.init.constant_(self.W.weight, 0)\n",
    "            nn.init.constant_(self.W.bias, 0)\n",
    "\n",
    "        self.theta = conv_nd(in_channels=self.in_channels,\n",
    "                             out_channels=self.inter_channels,\n",
    "                             kernel_size=1,\n",
    "                             stride=1,\n",
    "                             padding=0)\n",
    "        self.phi = conv_nd(in_channels=self.in_channels,\n",
    "                           out_channels=self.inter_channels,\n",
    "                           kernel_size=1,\n",
    "                           stride=1,\n",
    "                           padding=0)\n",
    "\n",
    "\n",
    "    def forward(self, x):\n",
    "        '''\n",
    "        :param x: (b, c,  h, w)\n",
    "        :return:\n",
    "        '''\n",
    "\n",
    "        batch_size = x.size(0)\n",
    "        # print(x.shape) torch.Size([4, 64, 32, 32])\n",
    "        #print( self.inter_channels) 32\n",
    "        #print(self.g) Conv3d(64, 32, kernel_size=(1, 1, 1), stride=(1, 1, 1))\n",
    "\n",
    "        \n",
    "        g_x = self.g(x).view(batch_size, self.inter_channels, -1)#[bs, c, w*h]\n",
    "        g_x = g_x.permute(0, 2, 1)\n",
    "\n",
    "        theta_x = self.theta(x).view(batch_size, self.inter_channels, -1)\n",
    "        theta_x = theta_x.permute(0, 2, 1)\n",
    "\n",
    "        phi_x = self.phi(x).view(batch_size, self.inter_channels, -1)\n",
    "        \n",
    "        f = torch.matmul(theta_x, phi_x)\n",
    "\n",
    "        #print(f.shape)\n",
    "\n",
    "        f_div_C = F.softmax(f, dim=-1)\n",
    "\n",
    "        y = torch.matmul(f_div_C, g_x)\n",
    "        y = y.permute(0, 2, 1).contiguous()\n",
    "        y = y.view(batch_size, self.inter_channels, *x.size()[2:])\n",
    "        W_y = self.W(y)\n",
    "        z = W_y + x\n",
    "        return z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "77825070-da08-466e-9b01-eda9f05efa6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "insertion = NonLocalBlockND"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.insertion1 = insertion(base_channel * 1)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.insertion2 = insertion(base_channel * 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.insertion3 = insertion(base_channel * 2)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.insertion4 = insertion(base_channel * 4)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.insertion1(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.insertion2(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.insertion3(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.insertion4(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/24 轮训练\n",
      "----------\n",
      "train 损失: 3.5189 Top-1 准确率: 0.1828 Top-5 准确率: 0.4240\n",
      "val 损失: 2.6822 Top-1 准确率: 0.3307 Top-5 准确率: 0.6298\n",
      "\n",
      "第 1/24 轮训练\n",
      "----------\n",
      "train 损失: 2.6626 Top-1 准确率: 0.3352 Top-5 准确率: 0.6361\n",
      "val 损失: 2.2478 Top-1 准确率: 0.4241 Top-5 准确率: 0.7152\n",
      "\n",
      "第 2/24 轮训练\n",
      "----------\n",
      "train 损失: 2.2613 Top-1 准确率: 0.4152 Top-5 准确率: 0.7199\n",
      "val 损失: 1.9806 Top-1 准确率: 0.4723 Top-5 准确率: 0.7736\n",
      "\n",
      "第 3/24 轮训练\n",
      "----------\n",
      "train 损失: 1.9873 Top-1 准确率: 0.4756 Top-5 准确率: 0.7720\n",
      "val 损失: 1.8223 Top-1 准确率: 0.5149 Top-5 准确率: 0.8002\n",
      "\n",
      "第 4/24 轮训练\n",
      "----------\n",
      "train 损失: 1.7868 Top-1 准确率: 0.5217 Top-5 准确率: 0.8106\n",
      "val 损失: 1.6804 Top-1 准确率: 0.5449 Top-5 准确率: 0.8247\n",
      "\n",
      "第 5/24 轮训练\n",
      "----------\n",
      "train 损失: 1.6167 Top-1 准确率: 0.5606 Top-5 准确率: 0.8376\n",
      "val 损失: 1.7132 Top-1 准确率: 0.5449 Top-5 准确率: 0.8211\n",
      "\n",
      "第 6/24 轮训练\n",
      "----------\n",
      "train 损失: 1.4745 Top-1 准确率: 0.5919 Top-5 准确率: 0.8613\n",
      "val 损失: 1.6195 Top-1 准确率: 0.5639 Top-5 准确率: 0.8353\n",
      "\n",
      "第 7/24 轮训练\n",
      "----------\n",
      "train 损失: 1.3392 Top-1 准确率: 0.6272 Top-5 准确率: 0.8799\n",
      "val 损失: 1.5880 Top-1 准确率: 0.5763 Top-5 准确率: 0.8391\n",
      "\n",
      "第 8/24 轮训练\n",
      "----------\n",
      "train 损失: 1.2463 Top-1 准确率: 0.6514 Top-5 准确率: 0.8929\n",
      "val 损失: 1.5236 Top-1 准确率: 0.5895 Top-5 准确率: 0.8530\n",
      "\n",
      "第 9/24 轮训练\n",
      "----------\n",
      "train 损失: 1.1367 Top-1 准确率: 0.6773 Top-5 准确率: 0.9078\n",
      "val 损失: 1.5203 Top-1 准确率: 0.5954 Top-5 准确率: 0.8598\n",
      "\n",
      "第 10/24 轮训练\n",
      "----------\n",
      "train 损失: 1.0458 Top-1 准确率: 0.7018 Top-5 准确率: 0.9210\n",
      "val 损失: 1.5205 Top-1 准确率: 0.6048 Top-5 准确率: 0.8599\n",
      "\n",
      "第 11/24 轮训练\n",
      "----------\n",
      "train 损失: 0.9701 Top-1 准确率: 0.7215 Top-5 准确率: 0.9303\n",
      "val 损失: 1.5207 Top-1 准确率: 0.6055 Top-5 准确率: 0.8619\n",
      "\n",
      "第 12/24 轮训练\n",
      "----------\n",
      "train 损失: 0.8958 Top-1 准确率: 0.7400 Top-5 准确率: 0.9388\n",
      "val 损失: 1.5270 Top-1 准确率: 0.6120 Top-5 准确率: 0.8688\n",
      "\n",
      "第 13/24 轮训练\n",
      "----------\n",
      "train 损失: 0.8237 Top-1 准确率: 0.7603 Top-5 准确率: 0.9478\n",
      "val 损失: 1.5611 Top-1 准确率: 0.6107 Top-5 准确率: 0.8647\n",
      "\n",
      "第 14/24 轮训练\n",
      "----------\n",
      "train 损失: 0.7747 Top-1 准确率: 0.7742 Top-5 准确率: 0.9516\n",
      "val 损失: 1.5648 Top-1 准确率: 0.6149 Top-5 准确率: 0.8674\n",
      "\n",
      "第 15/24 轮训练\n",
      "----------\n",
      "train 损失: 0.7185 Top-1 准确率: 0.7891 Top-5 准确率: 0.9566\n",
      "val 损失: 1.5524 Top-1 准确率: 0.6235 Top-5 准确率: 0.8714\n",
      "\n",
      "第 16/24 轮训练\n",
      "----------\n",
      "train 损失: 0.6690 Top-1 准确率: 0.8047 Top-5 准确率: 0.9611\n",
      "val 损失: 1.5252 Top-1 准确率: 0.6305 Top-5 准确率: 0.8716\n",
      "\n",
      "第 17/24 轮训练\n",
      "----------\n",
      "train 损失: 0.6167 Top-1 准确率: 0.8186 Top-5 准确率: 0.9659\n",
      "val 损失: 1.5573 Top-1 准确率: 0.6243 Top-5 准确率: 0.8687\n",
      "\n",
      "第 18/24 轮训练\n",
      "----------\n",
      "train 损失: 0.5720 Top-1 准确率: 0.8303 Top-5 准确率: 0.9693\n",
      "val 损失: 1.5622 Top-1 准确率: 0.6261 Top-5 准确率: 0.8735\n",
      "\n",
      "第 19/24 轮训练\n",
      "----------\n",
      "train 损失: 0.5409 Top-1 准确率: 0.8396 Top-5 准确率: 0.9726\n",
      "val 损失: 1.5749 Top-1 准确率: 0.6273 Top-5 准确率: 0.8794\n",
      "\n",
      "第 20/24 轮训练\n",
      "----------\n",
      "train 损失: 0.5184 Top-1 准确率: 0.8457 Top-5 准确率: 0.9741\n",
      "val 损失: 1.5642 Top-1 准确率: 0.6308 Top-5 准确率: 0.8761\n",
      "\n",
      "第 21/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4878 Top-1 准确率: 0.8545 Top-5 准确率: 0.9758\n",
      "val 损失: 1.5491 Top-1 准确率: 0.6370 Top-5 准确率: 0.8819\n",
      "\n",
      "第 22/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4571 Top-1 准确率: 0.8651 Top-5 准确率: 0.9784\n",
      "val 损失: 1.5701 Top-1 准确率: 0.6407 Top-5 准确率: 0.8745\n",
      "\n",
      "第 23/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4367 Top-1 准确率: 0.8697 Top-5 准确率: 0.9802\n",
      "val 损失: 1.5567 Top-1 准确率: 0.6450 Top-5 准确率: 0.8824\n",
      "\n",
      "第 24/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4187 Top-1 准确率: 0.8757 Top-5 准确率: 0.9812\n",
      "val 损失: 1.6199 Top-1 准确率: 0.6372 Top-5 准确率: 0.8768\n",
      "\n",
      "训练完成，耗时 76m 37s\n",
      "最佳验证集准确率: 0.645000\n"
     ]
    }
   ],
   "source": [
    "#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\n",
    "scheduler = lr_scheduler.StepLR(optimizer, step_size=50, gamma=0.1)\n",
    "net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=25, testloader = testloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "10006667-359d-4be1-9dbb-18f04e71cbe4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "056318ad-42d0-4684-99d8-9b989c20a0a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3237e3c6-473f-4799-b5da-403a2147382b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('NonLocal.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.645\n",
      "Accuracy for class: apple is 82.0 %\n",
      "Accuracy for class: aquarium_fish is 70.0 %\n",
      "Accuracy for class: baby  is 55.0 %\n",
      "Accuracy for class: bear  is 35.0 %\n",
      "Accuracy for class: beaver is 62.0 %\n",
      "Accuracy for class: bed   is 64.0 %\n",
      "Accuracy for class: bee   is 66.0 %\n",
      "Accuracy for class: beetle is 57.0 %\n",
      "Accuracy for class: bicycle is 75.0 %\n",
      "Accuracy for class: bottle is 83.0 %\n",
      "Accuracy for class: bowl  is 46.0 %\n",
      "Accuracy for class: boy   is 33.0 %\n",
      "Accuracy for class: bridge is 73.0 %\n",
      "Accuracy for class: bus   is 58.0 %\n",
      "Accuracy for class: butterfly is 64.0 %\n",
      "Accuracy for class: camel is 61.0 %\n",
      "Accuracy for class: can   is 65.0 %\n",
      "Accuracy for class: castle is 71.0 %\n",
      "Accuracy for class: caterpillar is 56.0 %\n",
      "Accuracy for class: cattle is 59.0 %\n",
      "Accuracy for class: chair is 88.0 %\n",
      "Accuracy for class: chimpanzee is 87.0 %\n",
      "Accuracy for class: clock is 64.0 %\n",
      "Accuracy for class: cloud is 84.0 %\n",
      "Accuracy for class: cockroach is 80.0 %\n",
      "Accuracy for class: couch is 61.0 %\n",
      "Accuracy for class: crab  is 56.0 %\n",
      "Accuracy for class: crocodile is 63.0 %\n",
      "Accuracy for class: cup   is 78.0 %\n",
      "Accuracy for class: dinosaur is 63.0 %\n",
      "Accuracy for class: dolphin is 55.0 %\n",
      "Accuracy for class: elephant is 71.0 %\n",
      "Accuracy for class: flatfish is 58.0 %\n",
      "Accuracy for class: forest is 70.0 %\n",
      "Accuracy for class: fox   is 63.0 %\n",
      "Accuracy for class: girl  is 54.0 %\n",
      "Accuracy for class: hamster is 75.0 %\n",
      "Accuracy for class: house is 72.0 %\n",
      "Accuracy for class: kangaroo is 58.0 %\n",
      "Accuracy for class: keyboard is 88.0 %\n",
      "Accuracy for class: lamp  is 49.0 %\n",
      "Accuracy for class: lawn_mower is 85.0 %\n",
      "Accuracy for class: leopard is 65.0 %\n",
      "Accuracy for class: lion  is 75.0 %\n",
      "Accuracy for class: lizard is 33.0 %\n",
      "Accuracy for class: lobster is 48.0 %\n",
      "Accuracy for class: man   is 47.0 %\n",
      "Accuracy for class: maple_tree is 60.0 %\n",
      "Accuracy for class: motorcycle is 93.0 %\n",
      "Accuracy for class: mountain is 83.0 %\n",
      "Accuracy for class: mouse is 43.0 %\n",
      "Accuracy for class: mushroom is 58.0 %\n",
      "Accuracy for class: oak_tree is 73.0 %\n",
      "Accuracy for class: orange is 87.0 %\n",
      "Accuracy for class: orchid is 72.0 %\n",
      "Accuracy for class: otter is 31.0 %\n",
      "Accuracy for class: palm_tree is 82.0 %\n",
      "Accuracy for class: pear  is 68.0 %\n",
      "Accuracy for class: pickup_truck is 82.0 %\n",
      "Accuracy for class: pine_tree is 68.0 %\n",
      "Accuracy for class: plain is 82.0 %\n",
      "Accuracy for class: plate is 79.0 %\n",
      "Accuracy for class: poppy is 63.0 %\n",
      "Accuracy for class: porcupine is 64.0 %\n",
      "Accuracy for class: possum is 35.0 %\n",
      "Accuracy for class: rabbit is 48.0 %\n",
      "Accuracy for class: raccoon is 64.0 %\n",
      "Accuracy for class: ray   is 52.0 %\n",
      "Accuracy for class: road  is 89.0 %\n",
      "Accuracy for class: rocket is 78.0 %\n",
      "Accuracy for class: rose  is 57.0 %\n",
      "Accuracy for class: sea   is 68.0 %\n",
      "Accuracy for class: seal  is 33.0 %\n",
      "Accuracy for class: shark is 59.0 %\n",
      "Accuracy for class: shrew is 41.0 %\n",
      "Accuracy for class: skunk is 78.0 %\n",
      "Accuracy for class: skyscraper is 84.0 %\n",
      "Accuracy for class: snail is 52.0 %\n",
      "Accuracy for class: snake is 54.0 %\n",
      "Accuracy for class: spider is 67.0 %\n",
      "Accuracy for class: squirrel is 44.0 %\n",
      "Accuracy for class: streetcar is 59.0 %\n",
      "Accuracy for class: sunflower is 82.0 %\n",
      "Accuracy for class: sweet_pepper is 58.0 %\n",
      "Accuracy for class: table is 62.0 %\n",
      "Accuracy for class: tank  is 73.0 %\n",
      "Accuracy for class: telephone is 81.0 %\n",
      "Accuracy for class: television is 72.0 %\n",
      "Accuracy for class: tiger is 67.0 %\n",
      "Accuracy for class: tractor is 83.0 %\n",
      "Accuracy for class: train is 68.0 %\n",
      "Accuracy for class: trout is 67.0 %\n",
      "Accuracy for class: tulip is 49.0 %\n",
      "Accuracy for class: turtle is 47.0 %\n",
      "Accuracy for class: wardrobe is 88.0 %\n",
      "Accuracy for class: whale is 69.0 %\n",
      "Accuracy for class: willow_tree is 41.0 %\n",
      "Accuracy for class: wolf  is 72.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 67.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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